Kekius Maximus

I’m 54, a physicist, have spent decades using mathematics to study the universe, solve problems, and build things. If your work touches numbers, now or in the future, and you want to learn math properly, this thread shows a from-the-ground-up math you’ll actually need:

This isn’t just AI doing science faster. It’s AI deciding what science is worth doing in the first place and if that scales, the bottleneck of discovery may shift from human intuition to whoever controls the models that shape it

For decades, a PhD took 5–7 years partly because developing taste, knowing what matters before others do, couldn’t be taught directly. Now that judgment is a training objective learned from citations, the raw signal of collective scientific attention

BREAKING 🚨: AI JUST LEARNED SCIENTIFIC TASTE. AI can now thinks like scientists, including their biases.

This could lead to a new generation of sustainable, high-performance technology. Scientists are actively trying to close this energy gap between AI and the human brain.

To close this gap, researchers are developing neuromorphic computing, designing chips that mimic the brain’s signaling patterns. Future machines could combine AI’s power with the brain’s extreme energy efficiency.

Large AI models rely on data centers packed with GPUs and cooling systems, consuming far more energy than the human brain. Biology still leads in computational efficiency despite rapid AI progress.

🚨 The human brain runs on just 12 watts, while an AI system doing the same job could require 2.7 billion watts. Researchers are trying to close this gap.

This makes the brain one of the most sophisticated and energy-efficient systems known to science. In contrast, modern AI needs massive infrastructure and huge electricity to function.

The human brain runs on just 12 watts, about the energy to light a small LED. With this tiny budget, it manages 86 billion neurons using efficient electrical and chemical signals.

Studies link workplace stress to elevated cortisol levels and burnout, which often improve once people remove themselves from prolonged negative environments.

Psychologists say leaving a toxic work environment can significantly reduce chronic stress and help the nervous system return to a healthier balance.

🚨 Psychologists say leaving a toxic job can repair your nervous system faster than a year of therapy

How do you feel when you think about death?

It’s a radical idea and not yet proven, but it reshapes how we think about reality. Gravity might not just bend time, it might create it.

Put simply: time isn’t a river the universe flows through, it’s a footprint left behind as the universe organizes itself.

🚨 Physicists suggest time is an illusion born from gravity according to a new model